cashcrown // data and knowledge

Data, acquisition and knowledge systems

From scraping to embeddings. Visibility not only in Google, but in model answers too.

Decisions without data are guesswork, and a company’s visibility increasingly doesn’t end with Google — more answers now come from models. That’s why we measure both layers: rankings in search engines and citability in AI responses (AEO/GEO).

We build data acquisition (custom scraping, A-Parser, Firecrawl), ETL pipelines with validation, contact and company enrichment, and lead generation with scoring. On top, we deploy semantic search (BGE-M3, MeiliSearch) and visibility monitoring with full historical data for trend analysis. Scope and legality of sources are agreed upon upfront.

// 01Problem

Decisions without data are guesswork. Data is often scattered, dirty and outdated, and a company's visibility ends at Google — while more and more answers come from models (AEO).

// 02Approach

We build pipelines: acquisition (scraping, APIs), normalization and dedup, enrichment, and finally embeddings and semantic search. We monitor visibility in Google and in model answers. Data becomes a knowledge system, not a file.

scrapingA-ParserFirecrawlMeiliSearchembeddingsETL

// 03Process

Sources and contract
We agree on sources, legality and the target data schema.
ETL pipeline
Acquisition → normalization → dedup → validation, repeatably.
Knowledge and search
Embeddings + semantic search; RAG over the results.
Visibility monitoring
Rank tracking in Google and AEO; trends over time.

// 04What you can build

cashcrown@lab: dane --listready

scraping on demand — any source, legally
data pipeline (ETL) — normalization, dedup, validation
data enrichment — enrichment of contacts and companies
B2B/B2C lead generation — based on real data
visibility monitoring — rank tracking over time

// 05Examples: how we build it

Ready systems in this area — from measured models and components, to try live:

Concierge RAG — an assistant on your knowledgeWe turn a customer question into a cited answer — from your knowledge, 24/7, no hallucinations.Lead Engine — sourcing and qualifying leadsFrom data source to ICP scoring — dedup, enrichment and priorities instead of a cold, duplicated list.Rank Sentinel — visibility in Google and in AI answersYour own rank tracking + AEO visibility — full history, without expensive closed SaaS.Doc Intelligence — a document into queryable knowledgeAn uploaded PDF/image becomes a summary, extracted fields and Q&A with citations.Multilingual help desk — one team, every languageThe customer writes in their language, the agent reads in theirs — translation, RAG and routing in one flow.Research agent — from sources to a reportGathers public sources, verifies, synthesizes and writes a cited report — under supervision.Real-time monitoring and alertsEvent streams, anomaly classification and alerts — before a problem grows, not after the fact.Predictive scoring — priorities, not a listTurns a raw list (leads, tickets, risks) into ranked priorities with an explanation.

// 06FAQ

Is scraping legal?

We work within the law and source terms — public data, respect for robots/ToS, no circumventing protections. We advise on scope before the start.

What is AEO?

Answer Engine Optimization — visibility in model answers (e.g. AI assistants), alongside classic SEO in Google.

How do you measure the effect?

With our own rank monitoring system (Rank Sentinel) — full history for trend analysis.

Which data project pays off fastest?

Classification and data extraction pay off fastest — invoice coding, ticket categorization, reading fields from documents. The result is measurable by definition and the process usually already exists manually. We start with one such process and confirm the return in the ROI calculator.

Is the data processing compliant with GDPR and the AI Act?

Yes — we design compliance in from the start: data minimization, PII masking before the cloud, an audit trail. We scrape within the law and source terms; large-scale profiling adds a data protection impact assessment (DPIA).

// →Related

Services in this domain

Product: Rank Sentinel

Case studies

Let's start with an audit and a pilot.

We show a working system before we ask for your trust.

Book a call

cashcrown // data and knowledge

Data, acquisition and knowledge systems

From scraping to embeddings. Visibility not only in Google, but in model answers too.

// 01Problem

Decisions without data are guesswork. Data is often scattered, dirty and outdated, and a company's visibility ends at Google — while more and more answers come from models (AEO).

// 02Approach

scrapingA-ParserFirecrawlMeiliSearchembeddingsETL

// 03Process

Sources and contract
We agree on sources, legality and the target data schema.
ETL pipeline
Acquisition → normalization → dedup → validation, repeatably.
Knowledge and search
Embeddings + semantic search; RAG over the results.
Visibility monitoring
Rank tracking in Google and AEO; trends over time.

// 04What you can build

cashcrown@lab: dane --listready

scraping on demand — any source, legally
data pipeline (ETL) — normalization, dedup, validation
data enrichment — enrichment of contacts and companies
B2B/B2C lead generation — based on real data
visibility monitoring — rank tracking over time

// 05Examples: how we build it

Ready systems in this area — from measured models and components, to try live:

// 06FAQ

Is scraping legal?

We work within the law and source terms — public data, respect for robots/ToS, no circumventing protections. We advise on scope before the start.

What is AEO?

Answer Engine Optimization — visibility in model answers (e.g. AI assistants), alongside classic SEO in Google.

How do you measure the effect?

With our own rank monitoring system (Rank Sentinel) — full history for trend analysis.

Which data project pays off fastest?

Is the data processing compliant with GDPR and the AI Act?

// →Related

Services in this domain

Product: Rank Sentinel

Case studies

Let's start with an audit and a pilot.

We show a working system before we ask for your trust.

Book a call